Pandas Profiling Report

Dataset statistics

Number of variables	28
Number of observations	2500
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	547.0 KiB
Average record size in memory	224.1 B

Variable types

Categorical	16
Numeric	12

Alerts

`csf_glucose_mg` has constant value ""	Constant
`headache` is highly imbalanced (54.0%)	Imbalance
`cd4` is highly imbalanced (53.9%)	Imbalance
`wbc` is highly imbalanced (77.6%)	Imbalance
`days_art` has 1174 (47.0%) zeros	Zeros

Reproduction

Analysis started	2024-04-10 19:48:10.829468
Analysis finished	2024-04-10 19:48:54.587352
Duration	43.76 seconds
Software version	ydata-profiling vv4.7.0
Download configuration	config.json

age
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	19.7 KiB

0.0	2006
1.0	494

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	7500
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	1.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	2006	80.2%
1.0	494	19.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	2006	80.2%
1.0	494	19.8%

Most occurring characters

Value	Count	Frequency (%)
0	4506	60.1%
.	2500	33.3%
1	494	6.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	5000	66.7%
Other Punctuation	2500	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	4506	90.1%
1	494	9.9%

Other Punctuation

Value	Count	Frequency (%)
.	2500	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	7500	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	4506	60.1%
.	2500	33.3%
1	494	6.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	7500	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	4506	60.1%
.	2500	33.3%
1	494	6.6%

sex
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	19.7 KiB

1.0	1310
0.0	1190

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	7500
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	1.0
3rd row	0.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	1310	52.4%
0.0	1190	47.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	1310	52.4%
0.0	1190	47.6%

Most occurring characters

Value	Count	Frequency (%)
0	3690	49.2%
.	2500	33.3%
1	1310	17.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	5000	66.7%
Other Punctuation	2500	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	3690	73.8%
1	1310	26.2%

Other Punctuation

Value	Count	Frequency (%)
.	2500	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	7500	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	3690	49.2%
.	2500	33.3%
1	1310	17.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	7500	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	3690	49.2%
.	2500	33.3%
1	1310	17.5%

on_art
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	19.7 KiB

0.0	1421
1.0	1079

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	7500
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	0.0
4th row	0.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
0.0	1421	56.8%
1.0	1079	43.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	1421	56.8%
1.0	1079	43.2%

Most occurring characters

Value	Count	Frequency (%)
0	3921	52.3%
.	2500	33.3%
1	1079	14.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	5000	66.7%
Other Punctuation	2500	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	3921	78.4%
1	1079	21.6%

Other Punctuation

Value	Count	Frequency (%)
.	2500	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	7500	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	3921	52.3%
.	2500	33.3%
1	1079	14.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	7500	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	3921	52.3%
.	2500	33.3%
1	1079	14.4%

days_art
Real number (ℝ)

ZEROS

Distinct	824
Distinct (%)	33.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	466.63

Minimum	0
Maximum	4199
Zeros	1174
Zeros (%)	47.0%
Negative	0
Negative (%)	0.0%
Memory size	19.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	10
Q3	577
95-th percentile	2418.05
Maximum	4199
Range	4199
Interquartile range (IQR)	577

Descriptive statistics

Standard deviation	838.32848
Coefficient of variation (CV)	1.7965593
Kurtosis	4.3565098
Mean	466.63
Median Absolute Deviation (MAD)	10
Skewness	2.1745742
Sum	1166575
Variance	702794.64
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1174	47.0%
11	16	0.6%
9	13	0.5%
4	12	0.5%
80	12	0.5%
7	12	0.5%
10	12	0.5%
15	12	0.5%
20	11	0.4%
335	9	0.4%
Other values (814)	1217	48.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1174	47.0%
2	4	0.2%
3	8	0.3%
4	12	0.5%
5	6	0.2%
6	7	0.3%
7	12	0.5%
8	7	0.3%
9	13	0.5%
10	12	0.5%

Value	Count	Frequency (%)
4199	1	< 0.1%
4149	1	< 0.1%
4105	1	< 0.1%
4095	1	< 0.1%
4042	1	< 0.1%
4024	1	< 0.1%
4021	1	< 0.1%
3993	1	< 0.1%
3976	1	< 0.1%
3956	1	< 0.1%

temp
Real number (ℝ)

Distinct	1090
Distinct (%)	43.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	36.786191

Minimum	34.108662
Maximum	39.49784
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	19.7 KiB

Quantile statistics

Minimum	34.108662
5-th percentile	35.291977
Q1	36.786191
median	36.786191
Q3	36.786191
95-th percentile	38.468001
Maximum	39.49784
Range	5.3891782
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.83021177
Coefficient of variation (CV)	0.022568571
Kurtosis	2.2609838
Mean	36.786191
Median Absolute Deviation (MAD)	0
Skewness	0.25018637
Sum	91965.478
Variance	0.68925158
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
36.78619131	1401	56.0%
35.90000033	2	0.1%
35.90000031	2	0.1%
37.2000001	2	0.1%
36.59999915	2	0.1%
35.90000118	2	0.1%
35.90000123	2	0.1%
38.20000072	2	0.1%
38.20000049	2	0.1%
37.2000006	2	0.1%
Other values (1080)	1081	43.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
34.10866231	1	< 0.1%
34.11097199	1	< 0.1%
34.11456313	1	< 0.1%
34.12320716	1	< 0.1%
34.12477316	1	< 0.1%
34.12522576	1	< 0.1%
34.15957181	1	< 0.1%
34.16460264	1	< 0.1%
34.18154067	1	< 0.1%
34.18697491	1	< 0.1%

Value	Count	Frequency (%)
39.49784048	1	< 0.1%
39.47138576	1	< 0.1%
39.4686203	1	< 0.1%
39.4669508	1	< 0.1%
39.46289554	1	< 0.1%
39.45752755	1	< 0.1%
39.4566103	1	< 0.1%
39.45546645	1	< 0.1%
39.42697686	1	< 0.1%
39.40254161	1	< 0.1%

gcs
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	19.7 KiB

1.0	1780
0.0	720

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	7500
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
1.0	1780	71.2%
0.0	720	28.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	1780	71.2%
0.0	720	28.8%

Most occurring characters

Value	Count	Frequency (%)
0	3220	42.9%
.	2500	33.3%
1	1780	23.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	5000	66.7%
Other Punctuation	2500	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	3220	64.4%
1	1780	35.6%

Other Punctuation

Value	Count	Frequency (%)
.	2500	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	7500	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	3220	42.9%
.	2500	33.3%
1	1780	23.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	7500	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	3220	42.9%
.	2500	33.3%
1	1780	23.7%

weight
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	19.7 KiB

1.0	1540
0.0	960

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	7500
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	1.0
3rd row	0.0
4th row	1.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
1.0	1540	61.6%
0.0	960	38.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	1540	61.6%
0.0	960	38.4%

Most occurring characters

Value	Count	Frequency (%)
0	3460	46.1%
.	2500	33.3%
1	1540	20.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	5000	66.7%
Other Punctuation	2500	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	3460	69.2%
1	1540	30.8%

Other Punctuation

Value	Count	Frequency (%)
.	2500	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	7500	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	3460	46.1%
.	2500	33.3%
1	1540	20.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	7500	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	3460	46.1%
.	2500	33.3%
1	1540	20.5%

fever
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	19.7 KiB

0.0	1605
1.0	895

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	7500
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	1605	64.2%
1.0	895	35.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	1605	64.2%
1.0	895	35.8%

Most occurring characters

Value	Count	Frequency (%)
0	4105	54.7%
.	2500	33.3%
1	895	11.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	5000	66.7%
Other Punctuation	2500	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	4105	82.1%
1	895	17.9%

Other Punctuation

Value	Count	Frequency (%)
.	2500	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	7500	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	4105	54.7%
.	2500	33.3%
1	895	11.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	7500	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	4105	54.7%
.	2500	33.3%
1	895	11.9%

dur_fever
Real number (ℝ)

Distinct	76
Distinct (%)	3.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26.432129

Minimum	1
Maximum	99
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	19.7 KiB

Quantile statistics

Minimum	1
5-th percentile	4
Q1	17
median	26.432129
Q3	26.432129
95-th percentile	68
Maximum	99
Range	98
Interquartile range (IQR)	9.4321285

Descriptive statistics

Standard deviation	17.823795
Coefficient of variation (CV)	0.67432312
Kurtosis	5.3973883
Mean	26.432129
Median Absolute Deviation (MAD)	0
Skewness	2.0863755
Sum	66080.321
Variance	317.68768
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
26.43212851	1255	50.2%
14	211	8.4%
30	166	6.6%
7	166	6.6%
21	82	3.3%
2	40	1.6%
4	38	1.5%
3	34	1.4%
10	33	1.3%
11	33	1.3%
Other values (66)	442	17.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	16	0.6%
2	40	1.6%
3	34	1.4%
4	38	1.5%
5	22	0.9%
6	9	0.4%
7	166	6.6%
8	6	0.2%
9	5	0.2%
10	33	1.3%

Value	Count	Frequency (%)
99	4	0.2%
98	1	< 0.1%
97	11	0.4%
96	5	0.2%
95	5	0.2%
94	6	0.2%
93	6	0.2%
92	3	0.1%
91	9	0.4%
90	31	1.2%

headache
Categorical

IMBALANCE

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	19.7 KiB

1.0	2257
0.0	243

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	7500
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	0.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	2257	90.3%
0.0	243	9.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	2257	90.3%
0.0	243	9.7%

Most occurring characters

Value	Count	Frequency (%)
0	2743	36.6%
.	2500	33.3%
1	2257	30.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	5000	66.7%
Other Punctuation	2500	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	2743	54.9%
1	2257	45.1%

Other Punctuation

Value	Count	Frequency (%)
.	2500	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	7500	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	2743	36.6%
.	2500	33.3%
1	2257	30.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	7500	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	2743	36.6%
.	2500	33.3%
1	2257	30.1%

dur_headache
Real number (ℝ)

Distinct	75
Distinct (%)	3.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	24.067735

Minimum	2
Maximum	99
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	19.7 KiB

Quantile statistics

Minimum	2
5-th percentile	4
Q1	10
median	14
Q3	30
95-th percentile	71.15
Maximum	99
Range	97
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	21.468232
Coefficient of variation (CV)	0.89199218
Kurtosis	3.0559342
Mean	24.067735
Median Absolute Deviation (MAD)	7
Skewness	1.8126979
Sum	60169.339
Variance	460.88498
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
14	526	21.0%
30	511	20.4%
7	348	13.9%
21	242	9.7%
60	143	5.7%
10	107	4.3%
3	67	2.7%
4	67	2.7%
5	46	1.8%
2	41	1.6%
Other values (65)	402	16.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	41	1.6%
3	67	2.7%
4	67	2.7%
5	46	1.8%
6	15	0.6%
7	348	13.9%
8	4	0.2%
9	24	1.0%
10	107	4.3%
11	6	0.2%

Value	Count	Frequency (%)
99	15	0.6%
98	7	0.3%
97	12	0.5%
96	4	0.2%
95	13	0.5%
94	9	0.4%
93	5	0.2%
92	12	0.5%
91	13	0.5%
90	16	0.6%

vischange
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	19.7 KiB

0.0	1698
1.0	802

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	7500
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	1.0
4th row	1.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	1698	67.9%
1.0	802	32.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	1698	67.9%
1.0	802	32.1%

Most occurring characters

Value	Count	Frequency (%)
0	4198	56.0%
.	2500	33.3%
1	802	10.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	5000	66.7%
Other Punctuation	2500	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	4198	84.0%
1	802	16.0%

Other Punctuation

Value	Count	Frequency (%)
.	2500	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	7500	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	4198	56.0%
.	2500	33.3%
1	802	10.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	7500	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	4198	56.0%
.	2500	33.3%
1	802	10.7%

dur_vischange
Real number (ℝ)

Distinct	50
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.7264

Minimum	0
Maximum	60
Zeros	4
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	19.7 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	6
median	8
Q3	14
95-th percentile	33
Maximum	60
Range	60
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	10.594057
Coefficient of variation (CV)	0.83244725
Kurtosis	4.7366215
Mean	12.7264
Median Absolute Deviation (MAD)	5
Skewness	1.9232989
Sum	31816
Variance	112.23404
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7	591	23.6%
14	519	20.8%
21	240	9.6%
5	185	7.4%
4	150	6.0%
3	143	5.7%
30	97	3.9%
10	81	3.2%
1	67	2.7%
2	56	2.2%
Other values (40)	371	14.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4	0.2%
1	67	2.7%
2	56	2.2%
3	143	5.7%
4	150	6.0%
5	185	7.4%
6	36	1.4%
7	591	23.6%
8	28	1.1%
9	28	1.1%

Value	Count	Frequency (%)
60	13	0.5%
59	6	0.2%
58	6	0.2%
57	8	0.3%
56	9	0.4%
54	5	0.2%
52	1	< 0.1%
50	1	< 0.1%
44	3	0.1%
43	1	< 0.1%

vomit
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	19.7 KiB

1.0	1359
0.0	1141

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	7500
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
1.0	1359	54.4%
0.0	1141	45.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	1359	54.4%
0.0	1141	45.6%

Most occurring characters

Value	Count	Frequency (%)
0	3641	48.5%
.	2500	33.3%
1	1359	18.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	5000	66.7%
Other Punctuation	2500	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	3641	72.8%
1	1359	27.2%

Other Punctuation

Value	Count	Frequency (%)
.	2500	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	7500	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	3641	48.5%
.	2500	33.3%
1	1359	18.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	7500	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	3641	48.5%
.	2500	33.3%
1	1359	18.1%

dur_vomit
Real number (ℝ)

Distinct	46
Distinct (%)	1.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.8636

Minimum	0
Maximum	60
Zeros	4
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	19.7 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	3
median	7
Q3	14
95-th percentile	30
Maximum	60
Range	60
Interquartile range (IQR)	11

Descriptive statistics

Standard deviation	8.4757613
Coefficient of variation (CV)	0.95624367
Kurtosis	4.5889095
Mean	8.8636
Median Absolute Deviation (MAD)	4
Skewness	1.8867487
Sum	22159
Variance	71.83853
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=46)

Value	Count	Frequency (%)
7	501	20.0%
14	423	16.9%
1	255	10.2%
4	255	10.2%
3	242	9.7%
2	215	8.6%
5	196	7.8%
30	98	3.9%
21	86	3.4%
6	54	2.2%
Other values (36)	175	7.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4	0.2%
1	255	10.2%
2	215	8.6%
3	242	9.7%
4	255	10.2%
5	196	7.8%
6	54	2.2%
7	501	20.0%
8	12	0.5%
9	3	0.1%

Value	Count	Frequency (%)
60	3	0.1%
56	1	< 0.1%
54	2	0.1%
53	2	0.1%
52	3	0.1%
51	1	< 0.1%
44	1	< 0.1%
43	1	< 0.1%
40	3	0.1%
37	2	0.1%

cd4
Categorical

IMBALANCE

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	19.7 KiB

0.0	2256
1.0	244

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	7500
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	2256	90.2%
1.0	244	9.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	2256	90.2%
1.0	244	9.8%

Most occurring characters

Value	Count	Frequency (%)
0	4756	63.4%
.	2500	33.3%
1	244	3.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	5000	66.7%
Other Punctuation	2500	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	4756	95.1%
1	244	4.9%

Other Punctuation

Value	Count	Frequency (%)
.	2500	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	7500	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	4756	63.4%
.	2500	33.3%
1	244	3.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	7500	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	4756	63.4%
.	2500	33.3%
1	244	3.3%

wbc
Categorical

IMBALANCE

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	19.7 KiB

0.0	2410
1.0	90

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	7500
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	1.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	2410	96.4%
1.0	90	3.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	2410	96.4%
1.0	90	3.6%

Most occurring characters

Value	Count	Frequency (%)
0	4910	65.5%
.	2500	33.3%
1	90	1.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	5000	66.7%
Other Punctuation	2500	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	4910	98.2%
1	90	1.8%

Other Punctuation

Value	Count	Frequency (%)
.	2500	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	7500	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	4910	65.5%
.	2500	33.3%
1	90	1.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	7500	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	4910	65.5%
.	2500	33.3%
1	90	1.2%

hemoglobin
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	19.7 KiB

1.0	1445
0.0	1055

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	7500
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	1.0
3rd row	0.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	1445	57.8%
0.0	1055	42.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	1445	57.8%
0.0	1055	42.2%

Most occurring characters

Value	Count	Frequency (%)
0	3555	47.4%
.	2500	33.3%
1	1445	19.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	5000	66.7%
Other Punctuation	2500	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	3555	71.1%
1	1445	28.9%

Other Punctuation

Value	Count	Frequency (%)
.	2500	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	7500	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	3555	47.4%
.	2500	33.3%
1	1445	19.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	7500	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	3555	47.4%
.	2500	33.3%
1	1445	19.3%

platelets
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	19.7 KiB

1.0	2073
0.0	427

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	7500
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	2073	82.9%
0.0	427	17.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	2073	82.9%
0.0	427	17.1%

Most occurring characters

Value	Count	Frequency (%)
0	2927	39.0%
.	2500	33.3%
1	2073	27.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	5000	66.7%
Other Punctuation	2500	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	2927	58.5%
1	2073	41.5%

Other Punctuation

Value	Count	Frequency (%)
.	2500	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	7500	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	2927	39.0%
.	2500	33.3%
1	2073	27.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	7500	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	2927	39.0%
.	2500	33.3%
1	2073	27.6%

sodium
Real number (ℝ)

Distinct	38
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	130.6108

Minimum	0
Maximum	148
Zeros	3
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	19.7 KiB

Quantile statistics

Minimum	0
5-th percentile	121
Q1	127
median	130
Q3	135
95-th percentile	141
Maximum	148
Range	148
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	7.5816565
Coefficient of variation (CV)	0.0580477
Kurtosis	104.44292
Mean	130.6108
Median Absolute Deviation (MAD)	4
Skewness	-6.071343
Sum	326527
Variance	57.481516
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=38)

Value	Count	Frequency (%)
128	247	9.9%
130	212	8.5%
127	164	6.6%
131	163	6.5%
133	157	6.3%
134	141	5.6%
132	136	5.4%
137	130	5.2%
129	125	5.0%
138	107	4.3%
Other values (28)	918	36.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	0.1%
112	8	0.3%
113	16	0.6%
114	7	0.3%
115	2	0.1%
116	8	0.3%
117	2	0.1%
118	7	0.3%
119	6	0.2%
120	33	1.3%

Value	Count	Frequency (%)
148	11	0.4%
147	9	0.4%
146	16	0.6%
145	28	1.1%
144	28	1.1%
143	15	0.6%
142	6	0.2%
141	24	1.0%
140	19	0.8%
139	43	1.7%

potassium
Real number (ℝ)

Distinct	1511
Distinct (%)	60.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.0599634

Minimum	2.4147184
Maximum	6.5940444
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	19.7 KiB

Quantile statistics

Minimum	2.4147184
5-th percentile	3.1155245
Q1	3.8272486
median	4.0599634
Q3	4.2670071
95-th percentile	4.9622841
Maximum	6.5940444
Range	4.179326
Interquartile range (IQR)	0.43975846

Descriptive statistics

Standard deviation	0.54997116
Coefficient of variation (CV)	0.1354621
Kurtosis	1.967185
Mean	4.0599634
Median Absolute Deviation (MAD)	0.21978714
Skewness	0.36719323
Sum	10149.908
Variance	0.30246828
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.05996335	839	33.6%
3.7	19	0.8%
3.70000001	17	0.7%
3.70000003	17	0.7%
3.70000002	16	0.6%
3.70000004	16	0.6%
3.90000007	12	0.5%
3.90000001	10	0.4%
3.90000006	9	0.4%
3.9	9	0.4%
Other values (1501)	1536	61.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.41471838	1	< 0.1%
2.42461349	1	< 0.1%
2.42694203	1	< 0.1%
2.43928409	1	< 0.1%
2.4486286	1	< 0.1%
2.46022672	1	< 0.1%
2.49029053	1	< 0.1%
2.49667685	1	< 0.1%
2.5038628	1	< 0.1%
2.51436907	1	< 0.1%

Value	Count	Frequency (%)
6.59404442	1	< 0.1%
6.54775973	1	< 0.1%
6.46287872	1	< 0.1%
6.45575378	1	< 0.1%
6.40971492	1	< 0.1%
6.40147523	1	< 0.1%
6.38743893	1	< 0.1%
6.21826332	1	< 0.1%
6.21213255	1	< 0.1%
6.17617521	1	< 0.1%

csf_lactate
Real number (ℝ)

Distinct	87
Distinct (%)	3.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.1954

Minimum	1
Maximum	10.1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	19.7 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	3.1
Q3	4.6
95-th percentile	7.205
Maximum	10.1
Range	9.1
Interquartile range (IQR)	3.6

Descriptive statistics

Standard deviation	2.2082621
Coefficient of variation (CV)	0.69107532
Kurtosis	-0.20974314
Mean	3.1954
Median Absolute Deviation (MAD)	2.1
Skewness	0.74025094
Sum	7988.5
Variance	4.8764214
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	950	38.0%
3.8	84	3.4%
4.1	58	2.3%
3.2	52	2.1%
3.5	50	2.0%
3.3	49	2.0%
3.1	45	1.8%
3.7	43	1.7%
3.4	40	1.6%
5.9	40	1.6%
Other values (77)	1089	43.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	950	38.0%
1.4	8	0.3%
1.5	10	0.4%
1.6	4	0.2%
1.7	2	0.1%
1.8	3	0.1%
1.9	5	0.2%
2	17	0.7%
2.1	27	1.1%
2.2	22	0.9%

Value	Count	Frequency (%)
10.1	2	0.1%
9.9	8	0.3%
9.8	4	0.2%
9.7	1	< 0.1%
9.6	2	0.1%
9.5	2	0.1%
9.4	5	0.2%
9.3	2	0.1%
9.2	7	0.3%
9.1	7	0.3%

csf_glucose_mg
Categorical

CONSTANT

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	19.7 KiB

1.0	2500

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	7500
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	2500	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	2500	100.0%

Most occurring characters

Value	Count	Frequency (%)
1	2500	33.3%
.	2500	33.3%
0	2500	33.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	5000	66.7%
Other Punctuation	2500	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	2500	50.0%
0	2500	50.0%

Other Punctuation

Value	Count	Frequency (%)
.	2500	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	7500	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	2500	33.3%
.	2500	33.3%
0	2500	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	7500	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	2500	33.3%
.	2500	33.3%
0	2500	33.3%

csf_lymph
Real number (ℝ)

Distinct	70
Distinct (%)	2.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	75.184532

Minimum	2
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	19.7 KiB

Quantile statistics

Minimum	2
5-th percentile	39
Q1	70
median	75.184532
Q3	79
95-th percentile	100
Maximum	100
Range	98
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	15.465355
Coefficient of variation (CV)	0.20569862
Kurtosis	3.3079161
Mean	75.184532
Median Absolute Deviation (MAD)	4.8154681
Skewness	-1.0624786
Sum	187961.33
Variance	239.17719
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
75.18453189	1026	41.0%
100	314	12.6%
70	222	8.9%
75	150	6.0%
65	123	4.9%
80	112	4.5%
60	58	2.3%
90	40	1.6%
30	37	1.5%
32	31	1.2%
Other values (60)	387	15.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	4	0.2%
4	2	0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
10	2	0.1%
12	1	< 0.1%
15	1	< 0.1%
16	1	< 0.1%
17	1	< 0.1%

Value	Count	Frequency (%)
100	314	12.6%
99	4	0.2%
98	6	0.2%
97	5	0.2%
96	15	0.6%
95	18	0.7%
94	6	0.2%
92	13	0.5%
91	1	< 0.1%
90	40	1.6%

csf_amt_removed
Real number (ℝ)

Distinct	50
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14.584

Minimum	0
Maximum	49
Zeros	3
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	19.7 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	8
median	12
Q3	20
95-th percentile	30
Maximum	49
Range	49
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	8.8385854
Coefficient of variation (CV)	0.60604672
Kurtosis	0.58397424
Mean	14.584
Median Absolute Deviation (MAD)	5
Skewness	0.86586578
Sum	36460
Variance	78.120592
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10	273	10.9%
11	158	6.3%
8	145	5.8%
15	134	5.4%
12	128	5.1%
6	108	4.3%
16	104	4.2%
20	103	4.1%
30	100	4.0%
14	91	3.6%
Other values (40)	1156	46.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	0.1%
1	63	2.5%
2	62	2.5%
3	56	2.2%
4	56	2.2%
5	88	3.5%
6	108	4.3%
7	66	2.6%
8	145	5.8%
9	55	2.2%

Value	Count	Frequency (%)
49	3	0.1%
48	3	0.1%
47	4	0.2%
46	3	0.1%
45	2	0.1%
44	3	0.1%
43	1	< 0.1%
42	2	0.1%
41	2	0.1%
40	4	0.2%

viralload
Real number (ℝ)

Distinct	1201
Distinct (%)	48.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	354595.27

Minimum	5.2451017
Maximum	2987757.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	19.7 KiB

Quantile statistics

Minimum	5.2451017
5-th percentile	141.74299
Q1	200269.16
median	354595.27
Q3	354595.27
95-th percentile	761840.63
Maximum	2987757.9
Range	2987752.6
Interquartile range (IQR)	154326.11

Descriptive statistics

Standard deviation	375304.8
Coefficient of variation (CV)	1.0584033
Kurtosis	20.796239
Mean	354595.27
Median Absolute Deviation (MAD)	0
Skewness	4.0329897
Sum	8.8648817 × 10⁸
Variance	1.4085369 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
354595.2691	1300	52.0%
790410.381	1	< 0.1%
228.9683969	1	< 0.1%
260799.3659	1	< 0.1%
617932.9554	1	< 0.1%
174286.9538	1	< 0.1%
236.0772375	1	< 0.1%
274140.3806	1	< 0.1%
11739.93221	1	< 0.1%
928815.846	1	< 0.1%
Other values (1191)	1191	47.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5.2451017	1	< 0.1%
8.61387853	1	< 0.1%
13.69092254	1	< 0.1%
19.00448501	1	< 0.1%
19.01067912	1	< 0.1%
19.01081377	1	< 0.1%
19.01235643	1	< 0.1%
19.02209356	1	< 0.1%
19.03786565	1	< 0.1%
19.05002063	1	< 0.1%

Value	Count	Frequency (%)
2987757.872	1	< 0.1%
2935316.445	1	< 0.1%
2912330.859	1	< 0.1%
2905267.625	1	< 0.1%
2896901.264	1	< 0.1%
2847887.175	1	< 0.1%
2847205.024	1	< 0.1%
2839270.357	1	< 0.1%
2809659.955	1	< 0.1%
2772014.697	1	< 0.1%

artnaive
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	19.7 KiB

1.0	1348
0.0	1152

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	7500
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	0.0
3rd row	1.0
4th row	0.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	1348	53.9%
0.0	1152	46.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	1348	53.9%
0.0	1152	46.1%

Most occurring characters

Value	Count	Frequency (%)
0	3652	48.7%
.	2500	33.3%
1	1348	18.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	5000	66.7%
Other Punctuation	2500	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	3652	73.0%
1	1348	27.0%

Other Punctuation

Value	Count	Frequency (%)
.	2500	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	7500	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	3652	48.7%
.	2500	33.3%
1	1348	18.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	7500	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	3652	48.7%
.	2500	33.3%
1	1348	18.0%

Label
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	19.7 KiB

1	2101
0	399

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2500
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	2101	84.0%
0	399	16.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	2101	84.0%
0	399	16.0%

Most occurring characters

Value	Count	Frequency (%)
1	2101	84.0%
0	399	16.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2500	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	2101	84.0%
0	399	16.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	2500	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	2101	84.0%
0	399	16.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2500	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	2101	84.0%
0	399	16.0%

Auto

Heatmap
Table

	Label	age	artnaive	cd4	csf_amt_removed	csf_lactate	csf_lymph	days_art	dur_fever	dur_headache	dur_vischange	dur_vomit	fever	gcs	headache	hemoglobin	on_art	platelets	potassium	sex	sodium	temp	viralload	vischange	vomit	wbc	weight
Label	1.000	0.017	0.000	0.013	0.001	-0.083	0.011	-0.027	0.021	-0.034	-0.018	-0.017	0.060	0.203	0.000	0.000	0.000	0.071	0.013	0.000	0.063	-0.025	-0.009	0.051	0.052	0.043	0.034
age	0.017	1.000	0.010	0.000	-0.017	0.043	-0.010	-0.015	0.016	0.013	-0.017	-0.018	0.000	0.004	0.074	0.000	0.000	0.000	0.041	0.012	0.057	-0.006	0.028	0.000	0.000	0.099	0.017
artnaive	0.000	0.010	1.000	0.014	0.046	-0.001	0.006	0.027	-0.029	-0.022	-0.028	-0.055	0.027	0.010	0.012	0.000	0.470	0.048	0.017	0.000	0.056	-0.002	0.006	0.000	0.072	0.000	0.022
cd4	0.013	0.000	0.014	1.000	-0.073	0.025	0.039	0.014	0.011	-0.000	-0.008	-0.045	0.033	0.000	0.000	0.020	0.033	0.051	0.000	0.074	-0.010	0.001	-0.013	0.000	0.000	0.060	0.000
csf_amt_removed	0.001	-0.017	0.046	-0.073	1.000	0.016	0.017	0.018	-0.058	-0.016	-0.034	0.050	0.073	0.089	0.076	0.000	0.000	0.050	-0.004	0.023	-0.041	-0.012	-0.021	0.000	0.059	0.038	0.066
csf_lactate	-0.083	0.043	-0.001	0.025	0.016	1.000	0.037	0.023	-0.020	0.040	0.043	0.043	0.082	0.257	0.000	0.000	0.000	0.012	-0.006	0.047	-0.050	0.012	0.009	0.044	0.044	0.024	0.034
csf_lymph	0.011	-0.010	0.006	0.039	0.017	0.037	1.000	0.050	0.027	0.034	0.044	0.002	0.000	0.000	0.000	0.000	0.057	0.032	-0.004	0.021	-0.061	-0.011	-0.000	0.000	0.000	0.047	0.000
days_art	-0.027	-0.015	0.027	0.014	0.018	0.023	0.050	1.000	-0.007	0.012	0.039	0.009	0.000	0.000	0.000	0.049	0.073	0.000	-0.004	0.032	0.019	-0.006	-0.009	0.031	0.000	0.000	0.000
dur_fever	0.021	0.016	-0.029	0.011	-0.058	-0.020	0.027	-0.007	1.000	0.095	0.117	0.056	0.051	0.051	0.071	0.000	0.052	0.002	0.019	0.037	0.034	0.012	0.008	0.032	0.039	0.000	0.033
dur_headache	-0.034	0.013	-0.022	-0.000	-0.016	0.040	0.034	0.012	0.095	1.000	0.394	0.279	0.000	0.042	0.052	0.048	0.037	0.071	0.011	0.030	0.017	0.011	-0.034	0.109	0.088	0.095	0.014
dur_vischange	-0.018	-0.017	-0.028	-0.008	-0.034	0.043	0.044	0.039	0.117	0.394	1.000	0.368	0.004	0.062	0.105	0.000	0.000	0.000	0.021	0.081	0.034	0.006	-0.036	0.041	0.098	0.042	0.081
dur_vomit	-0.017	-0.018	-0.055	-0.045	0.050	0.043	0.002	0.009	0.056	0.279	0.368	1.000	0.000	0.096	0.047	0.062	0.024	0.064	0.008	0.000	0.029	0.001	-0.037	0.080	0.066	0.034	0.034
fever	0.060	0.000	0.027	0.033	0.073	0.082	0.000	0.000	0.051	0.000	0.004	0.000	1.000	0.067	0.007	0.000	0.018	0.048	-0.027	0.032	-0.018	0.012	0.024	0.000	0.000	0.077	0.000
gcs	0.203	0.004	0.010	0.000	0.089	0.257	0.000	0.000	0.051	0.042	0.062	0.096	0.067	1.000	0.032	0.000	0.020	0.030	0.031	0.130	0.028	0.008	-0.029	0.033	0.126	0.000	0.100
headache	0.000	0.074	0.012	0.000	0.076	0.000	0.000	0.000	0.071	0.052	0.105	0.047	0.007	0.032	1.000	0.000	0.000	0.000	-0.006	0.013	-0.013	0.002	-0.050	0.037	0.000	0.053	0.046
hemoglobin	0.000	0.000	0.000	0.020	0.000	0.000	0.000	0.049	0.000	0.048	0.000	0.062	0.000	0.000	0.000	1.000	0.000	0.000	-0.021	0.000	-0.000	-0.019	0.009	0.000	0.014	0.013	0.000
on_art	0.000	0.000	0.470	0.033	0.000	0.000	0.057	0.073	0.052	0.037	0.000	0.024	0.018	0.020	0.000	0.000	1.000	0.040	-0.009	0.019	-0.013	0.012	-0.009	0.000	0.035	0.000	0.000
platelets	0.071	0.000	0.048	0.051	0.050	0.012	0.032	0.000	0.002	0.071	0.000	0.064	0.048	0.030	0.000	0.000	0.040	1.000	-0.008	0.021	0.015	0.010	0.021	0.000	0.057	0.059	0.000
potassium	0.013	0.041	0.017	0.000	-0.004	-0.006	-0.004	-0.004	0.019	0.011	0.021	0.008	-0.027	0.031	-0.006	-0.021	-0.009	-0.008	1.000	0.018	0.013	0.015	0.003	0.000	0.000	0.000	0.000
sex	0.000	0.012	0.000	0.074	0.023	0.047	0.021	0.032	0.037	0.030	0.081	0.000	0.032	0.130	0.013	0.000	0.019	0.021	0.018	1.000	-0.050	-0.003	-0.028	0.009	0.064	0.000	0.169
sodium	0.063	0.057	0.056	-0.010	-0.041	-0.050	-0.061	0.019	0.034	0.017	0.034	0.029	-0.018	0.028	-0.013	-0.000	-0.013	0.015	0.013	-0.050	1.000	-0.009	0.012	0.000	0.025	0.000	0.040
temp	-0.025	-0.006	-0.002	0.001	-0.012	0.012	-0.011	-0.006	0.012	0.011	0.006	0.001	0.012	0.008	0.002	-0.019	0.012	0.010	0.015	-0.003	-0.009	1.000	0.012	0.019	0.050	0.021	0.070
viralload	-0.009	0.028	0.006	-0.013	-0.021	0.009	-0.000	-0.009	0.008	-0.034	-0.036	-0.037	0.024	-0.029	-0.050	0.009	-0.009	0.021	0.003	-0.028	0.012	0.012	1.000	0.032	0.000	0.000	0.045
vischange	0.051	0.000	0.000	0.000	0.000	0.044	0.000	0.031	0.032	0.109	0.041	0.080	0.000	0.033	0.037	0.000	0.000	0.000	0.000	0.009	0.000	0.019	0.032	1.000	0.033	0.016	0.000
vomit	0.052	0.000	0.072	0.000	0.059	0.044	0.000	0.000	0.039	0.088	0.098	0.066	0.000	0.126	0.000	0.014	0.035	0.057	0.000	0.064	0.025	0.050	0.000	0.033	1.000	0.000	0.000
wbc	0.043	0.099	0.000	0.060	0.038	0.024	0.047	0.000	0.000	0.095	0.042	0.034	0.077	0.000	0.053	0.013	0.000	0.059	0.000	0.000	0.000	0.021	0.000	0.016	0.000	1.000	0.000
weight	0.034	0.017	0.022	0.000	0.066	0.034	0.000	0.000	0.033	0.014	0.081	0.034	0.000	0.100	0.046	0.000	0.000	0.000	0.000	0.169	0.040	0.070	0.045	0.000	0.000	0.000	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	age	sex	on_art	days_art	temp	gcs	weight	fever	dur_fever	headache	dur_headache	vischange	dur_vischange	vomit	dur_vomit	cd4	wbc	hemoglobin	platelets	sodium	potassium	csf_lactate	csf_glucose_mg	csf_lymph	csf_amt_removed	viralload	artnaive	Label
0	0.0	0.0	1.0	22.0	36.786191	0.0	0.0	1.0	11.000000	1.0	60.0	0.0	21.0	0.0	14.0	0.0	0.0	0.0	1.0	139.0	4.080910	4.8	1.0	75.184532	10.0	1.432357e+06	1.0	0
1	0.0	1.0	1.0	0.0	35.282291	1.0	1.0	1.0	26.432129	1.0	7.0	0.0	7.0	1.0	7.0	0.0	0.0	1.0	1.0	135.0	3.220714	1.0	1.0	75.184532	10.0	3.545953e+05	0.0	1
2	1.0	0.0	0.0	101.0	36.786191	1.0	0.0	0.0	26.432129	0.0	14.0	1.0	6.0	1.0	14.0	0.0	1.0	0.0	1.0	134.0	5.261970	1.0	1.0	75.184532	16.0	3.545953e+05	1.0	1
3	0.0	1.0	0.0	0.0	36.786191	1.0	1.0	0.0	14.000000	1.0	14.0	1.0	3.0	1.0	2.0	0.0	0.0	1.0	1.0	124.0	3.560370	3.0	1.0	75.184532	16.0	3.545953e+05	0.0	1
4	0.0	1.0	1.0	49.0	36.786191	0.0	0.0	0.0	26.432129	1.0	30.0	0.0	5.0	0.0	3.0	0.0	0.0	1.0	1.0	128.0	4.394712	3.8	1.0	75.184532	36.0	6.667831e+05	1.0	1
5	1.0	1.0	0.0	0.0	36.786191	1.0	0.0	1.0	26.432129	1.0	14.0	0.0	7.0	0.0	2.0	0.0	0.0	1.0	1.0	128.0	4.240180	5.1	1.0	75.184532	12.0	1.900449e+01	0.0	1
6	0.0	0.0	0.0	17.0	36.102352	1.0	1.0	0.0	11.000000	1.0	21.0	0.0	7.0	0.0	1.0	0.0	0.0	1.0	1.0	130.0	5.698516	4.1	1.0	75.184532	15.0	2.991052e+03	0.0	1
7	0.0	1.0	0.0	919.0	37.377193	1.0	1.0	1.0	2.000000	1.0	7.0	1.0	7.0	0.0	2.0	0.0	0.0	1.0	1.0	131.0	4.295070	3.1	1.0	75.184532	25.0	2.187597e+05	1.0	1
8	0.0	1.0	1.0	0.0	36.786191	1.0	1.0	0.0	26.432129	1.0	60.0	0.0	7.0	0.0	5.0	0.0	0.0	0.0	1.0	131.0	4.059963	3.7	1.0	75.184532	22.0	2.541902e+05	0.0	1
9	0.0	0.0	1.0	543.0	36.786191	0.0	1.0	1.0	75.000000	1.0	30.0	0.0	4.0	0.0	2.0	1.0	0.0	1.0	1.0	124.0	3.700000	7.4	1.0	75.184532	15.0	1.561214e+04	1.0	0

	age	sex	on_art	days_art	temp	gcs	weight	fever	dur_fever	headache	dur_headache	vischange	dur_vischange	vomit	dur_vomit	cd4	hemoglobin	platelets	sodium	potassium	csf_lactate	csf_glucose_mg	csf_lymph	csf_amt_removed	viralload	artnaive	Label
2490	0.0	1.0	0.0	1092.0	35.631497	1.0	0.0	0.0	26.432129	1.0	14.0	0.0	7.0	1.0	3.0	0.0	1.0	1.0	130.0	3.700000	1.0	1.0	80.000000	11.0	354595.26913	0.0	1
2491	0.0	1.0	1.0	0.0	36.786191	1.0	0.0	0.0	26.432129	1.0	93.0	1.0	3.0	1.0	5.0	1.0	1.0	0.0	134.0	4.059963	2.2	1.0	80.000000	10.0	354595.26913	0.0	1
2492	1.0	1.0	1.0	0.0	36.599866	1.0	1.0	1.0	26.432129	0.0	14.0	0.0	5.0	1.0	5.0	0.0	0.0	1.0	133.0	3.550389	3.8	1.0	70.000000	10.0	354595.26913	0.0	1
2493	0.0	0.0	0.0	0.0	37.059456	1.0	1.0	0.0	26.432129	1.0	6.0	0.0	3.0	0.0	6.0	0.0	1.0	1.0	120.0	4.321569	3.8	1.0	75.184532	24.0	346226.16970	1.0	0
2494	0.0	1.0	1.0	1316.0	36.786191	1.0	1.0	1.0	26.432129	1.0	60.0	1.0	60.0	0.0	60.0	0.0	1.0	1.0	121.0	3.700000	2.9	1.0	75.184532	10.0	562547.39760	0.0	1
2495	0.0	0.0	1.0	1533.0	36.786191	1.0	1.0	1.0	90.000000	1.0	30.0	1.0	32.0	1.0	27.0	0.0	1.0	1.0	137.0	4.059963	1.0	1.0	80.000000	21.0	354595.26913	0.0	1
2496	0.0	0.0	1.0	1140.0	36.045808	1.0	1.0	0.0	26.432129	1.0	4.0	0.0	3.0	0.0	4.0	0.0	1.0	0.0	134.0	3.700000	3.2	1.0	75.184532	15.0	34874.25110	1.0	1
2497	1.0	0.0	0.0	224.0	36.786191	1.0	1.0	0.0	2.000000	1.0	7.0	0.0	5.0	0.0	3.0	0.0	1.0	1.0	131.0	4.059963	2.2	1.0	68.000000	1.0	354595.26913	1.0	1
2498	0.0	0.0	0.0	141.0	36.786191	1.0	0.0	0.0	13.000000	1.0	14.0	1.0	8.0	0.0	5.0	1.0	0.0	1.0	133.0	4.059963	5.5	1.0	75.184532	15.0	354595.26913	1.0	1
2499	0.0	0.0	0.0	775.0	36.786191	0.0	1.0	0.0	26.432129	1.0	14.0	1.0	7.0	0.0	2.0	0.0	1.0	1.0	131.0	4.059963	4.8	1.0	75.184532	31.0	354595.26913	1.0	1

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation